Ask anyone who has not specifically learned to spell, to count R’s while you speak. You learned to listen and speak words before you could spell. Imagine if no

Ask anyone who has not specifically learned to spell, to count R’s while you speak. You learned to listen and speak words before you could spell. Imagine if nobody had actually shown you written words? Or they were speaking another dialect but expecting you to count R’s in standard English? LLMs are not trained on words in the form of letters. They process and generate the words in the form of tokens. Pre- and post-processing systems converts letters to tokens and the reverse, without their ability to access that processing. Spelling, for both us and LLMs, requires specific training/lessons. > It is fascinating how tapping the “Do Not Use LLMs For Computation If The Results Need To Be Reliably Better Than A Random Output” sign invites explanations of why that fact is actually Cool and Good Also fascinating: People who hallucinate/confabulate ridiculous straw man rationales for people they disagree with, unaware they are filling in gaps in their knowledge regarding other people’s actual reasoning and the actual subject at hand. So LLM! Such unreliable processing! Perhaps, start posting a reliability disclaimer?